{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "导入包并开始"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from IPython.display import display,HTML\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "print(\"Start\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据\n",
    "train = pd.read_csv(\"day.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性不同值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性不同值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性不同值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性不同值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n",
      "\n",
      "temp属性不同值和出现的次数\n",
      "0.265833    5\n",
      "0.635000    5\n",
      "0.437500    4\n",
      "0.564167    4\n",
      "0.649167    4\n",
      "0.484167    4\n",
      "0.680000    4\n",
      "0.696667    4\n",
      "0.710833    4\n",
      "0.514167    3\n",
      "0.282500    3\n",
      "0.667500    3\n",
      "0.459167    3\n",
      "0.554167    3\n",
      "0.733333    3\n",
      "0.636667    3\n",
      "0.606667    3\n",
      "0.342500    3\n",
      "0.731667    3\n",
      "0.653333    3\n",
      "0.393333    3\n",
      "0.530000    3\n",
      "0.343333    3\n",
      "0.414167    3\n",
      "0.353333    3\n",
      "0.577500    3\n",
      "0.775000    3\n",
      "0.715833    3\n",
      "0.274167    3\n",
      "0.550000    3\n",
      "           ..\n",
      "0.834167    1\n",
      "0.381667    1\n",
      "0.346667    1\n",
      "0.765833    1\n",
      "0.640833    1\n",
      "0.415833    1\n",
      "0.545000    1\n",
      "0.359167    1\n",
      "0.365833    1\n",
      "0.623333    1\n",
      "0.160870    1\n",
      "0.365217    1\n",
      "0.712500    1\n",
      "0.348696    1\n",
      "0.096522    1\n",
      "0.538333    1\n",
      "0.361667    1\n",
      "0.715000    1\n",
      "0.711667    1\n",
      "0.343478    1\n",
      "0.335833    1\n",
      "0.570000    1\n",
      "0.282609    1\n",
      "0.396667    1\n",
      "0.404167    1\n",
      "0.226957    1\n",
      "0.354167    1\n",
      "0.580833    1\n",
      "0.231667    1\n",
      "0.337500    1\n",
      "Name: temp, Length: 499, dtype: int64\n",
      "\n",
      "atemp属性不同值和出现的次数\n",
      "0.654688    4\n",
      "0.637008    3\n",
      "0.375621    3\n",
      "0.542929    2\n",
      "0.603554    2\n",
      "0.537896    2\n",
      "0.243058    2\n",
      "0.351629    2\n",
      "0.594704    2\n",
      "0.450121    2\n",
      "0.387608    2\n",
      "0.242400    2\n",
      "0.298422    2\n",
      "0.724121    2\n",
      "0.611121    2\n",
      "0.595346    2\n",
      "0.378779    2\n",
      "0.594083    2\n",
      "0.398350    2\n",
      "0.425492    2\n",
      "0.574500    2\n",
      "0.607962    2\n",
      "0.522721    2\n",
      "0.318812    2\n",
      "0.654042    2\n",
      "0.466525    2\n",
      "0.325750    2\n",
      "0.703292    2\n",
      "0.607975    2\n",
      "0.654054    2\n",
      "           ..\n",
      "0.326379    1\n",
      "0.565217    1\n",
      "0.228587    1\n",
      "0.497463    1\n",
      "0.338383    1\n",
      "0.255679    1\n",
      "0.542925    1\n",
      "0.513242    1\n",
      "0.533450    1\n",
      "0.565067    1\n",
      "0.445062    1\n",
      "0.647100    1\n",
      "0.513848    1\n",
      "0.355425    1\n",
      "0.645846    1\n",
      "0.412237    1\n",
      "0.116175    1\n",
      "0.274621    1\n",
      "0.707071    1\n",
      "0.188413    1\n",
      "0.323867    1\n",
      "0.456429    1\n",
      "0.150888    1\n",
      "0.761367    1\n",
      "0.461483    1\n",
      "0.612379    1\n",
      "0.464021    1\n",
      "0.624371    1\n",
      "0.512621    1\n",
      "0.538521    1\n",
      "Name: atemp, Length: 690, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "categorical_features = ['season','mnth','weathersit','weekday','temp','atemp']\n",
    "for col in categorical_features:\n",
    "    print(\"\\n%s属性不同值和出现的次数\"%col)\n",
    "    print(train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84d53ab128>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#按年看\n",
    "sn.violinplot(data=train[['yr','cnt']],x='yr',y='cnt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2012年变多，估计是因为推广的用户量多了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'day dis')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train['date'].dt.dayofyear\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear','cnt','yr']],x='dayofyear',y='cnt',hue='yr',ax=ax)\n",
    "ax.set(title=\"day dis\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'season disp')]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season','cnt']],x='season',y='cnt')\n",
    "ax.set(title=\"season disp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'month disp')]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth','cnt']],x='mnth',y='cnt')\n",
    "ax.set(title=\"month disp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weahter disp')]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kSZIkSZIkKckZGkqSJEmSJEmSJElJztBQkiRJkiRJkiRJSnKGhpIkSZIkSZIkSVKSMzSUJEmSJEmSJEmSkpyhoSRJkiRJkiRJkpTkDA0lSZIkSZIkSZKkJGdoKEmSJEmSJEmSJCU5Q0NJkiRJkiRJkiQpyRkaSpIkSZIkSZIkSUnO0FCSJEmSJEmSJElKcoaGkiRJkiRJkiRJUpL7H4aJOsvdyANvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit','cnt']],x='weathersit',y='cnt')\n",
    "ax.set(title=\"weahter disp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84d0ac6940>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train,x='holiday',y='cnt',hue='season',ax=ax1)\n",
    "sn.barplot(data=train,x='workingday',y='cnt',hue='season',ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84d02fa4e0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\"hum\",\"windspeed\",\"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask, vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "temp 与atemp正相关"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
